{"id":"W4309350511","doi":"10.1001/jamanetworkopen.2022.42354","title":"Evaluation of a National Quality Improvement Collaborative for Improving Cancer Screening","year":2022,"lang":"en","type":"article","venue":"JAMA Network Open","topic":"Global Cancer Incidence and Screening","field":"Medicine","cited_by":28,"is_retracted":false,"has_abstract":true,"ca_institutions":"Schlumberger (Canada)","funders":"","keywords":"Medicine; Psychological intervention; Cancer screening; Family medicine; Cancer; Cancer prevention; Internal medicine; Nursing","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.5184959,0.00204541,0.002635397,0.006460376,0.004143583,0.007824121,0.006994171,0.002751721,0.003849545],"category_scores_gemma":[0.4378538,0.0009819504,0.004456379,0.008422343,0.002425785,0.005534732,0.01364791,0.003436472,0.0004260273],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.03767239,"about_ca_system_score_gemma":0.186035,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.03253146,"about_ca_topic_score_gemma":0.0314433,"domain_scores_codex":[0.4888829,0.3519131,0.04904944,0.01408356,0.08712592,0.008945094],"domain_scores_gemma":[0.4848121,0.1394419,0.08922668,0.04040319,0.2067272,0.03938893],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.006984322,0.01002465,0.2467343,0.01169299,0.004817438,0.0001309325,0.004729451,0.008499939,0.0008691424,0.005885984,0.03514697,0.6644839],"study_design_scores_gemma":[0.02438324,0.05727803,0.745675,0.02058036,0.007661047,0.0002619222,0.00869659,0.05282215,0.005043651,0.005373859,0.07167069,0.0005533031],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.4429986,0.01421359,0.1498702,0.08588508,0.005287897,0.2176231,0.01684189,0.004470761,0.06280888],"genre_scores_gemma":[0.6670222,0.00199907,0.2595277,0.005807914,0.0004279125,0.05746216,0.006013955,0.0001512413,0.001587772],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5184959,"threshold_uncertainty_score":0.5937804,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2256162239666236,"score_gpt":0.4709496838330652,"score_spread":0.2453334598664416,"validation_status":"score_only:v0-immature-baseline","note":"Baseline scores from an immature model (maturity gate not passed). Scores rank; they never assert a category."}}